Edge AI Coding — Part 3: Axelera Wingman

Axelera’s Wingman found the bug in my Metis benchmark code, taking ResNet-50 from 695 to 1601 FPS on four cores.

September 4, 2026 · 11 min · Mario Bergeron

Edge AI Coding — Part 2: Creating Custom Skills

How I turned Part 1’s ‘skills from struggle’ insight into a working library of Edge AI vendor skills — one per accelerator.

August 10, 2026 · 8 min · Mario Bergeron

Edge AI Yocto Integration — Part 1: AMD PetaLinux 2025.2

A compile-survey of vendor Yocto layers (meta-hailo, meta-axelera, meta-deepx-m1, memx-yocto) against the scarthgap LTS release, on AMD Zynq-UltraScale+ platforms.

July 12, 2026 · 25 min · Mario Bergeron

Edge AI Power Benchmarking — Part 4: Measuring the Power Efficiency of Axelera Metis

Reproducing — and surpassing — Axelera’s published resnet50 benchmark on the Metis, with independent power measurement.

May 7, 2026 · 14 min · Mario Bergeron